Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DDAH2

Gene summary for DDAH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDAH2

Gene ID

23564

Gene namedimethylarginine dimethylaminohydrolase 2
Gene AliasDDAH
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000052

UniProtAcc

O95865


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
23564DDAH2HTA11_3410_2000001011HumanColorectumAD4.64e-042.11e-010.0155
23564DDAH2HTA11_2487_2000001011HumanColorectumSER2.44e-115.87e-01-0.1808
23564DDAH2HTA11_1938_2000001011HumanColorectumAD1.24e-094.07e-01-0.0811
23564DDAH2HTA11_78_2000001011HumanColorectumAD1.28e-062.09e-01-0.1088
23564DDAH2HTA11_347_2000001011HumanColorectumAD3.13e-235.98e-01-0.1954
23564DDAH2HTA11_411_2000001011HumanColorectumSER5.97e-056.36e-01-0.2602
23564DDAH2HTA11_2112_2000001011HumanColorectumSER1.96e-067.43e-01-0.2196
23564DDAH2HTA11_3361_2000001011HumanColorectumAD2.85e-137.11e-01-0.1207
23564DDAH2HTA11_83_2000001011HumanColorectumSER5.87e-043.17e-01-0.1526
23564DDAH2HTA11_696_2000001011HumanColorectumAD6.47e-266.07e-01-0.1464
23564DDAH2HTA11_866_2000001011HumanColorectumAD1.79e-133.82e-01-0.1001
23564DDAH2HTA11_1391_2000001011HumanColorectumAD4.10e-154.95e-01-0.059
23564DDAH2HTA11_2992_2000001011HumanColorectumSER1.93e-045.12e-01-0.1706
23564DDAH2HTA11_5212_2000001011HumanColorectumAD4.58e-117.68e-01-0.2061
23564DDAH2HTA11_5216_2000001011HumanColorectumSER5.96e-046.83e-01-0.1462
23564DDAH2HTA11_546_2000001011HumanColorectumAD2.22e-043.34e-01-0.0842
23564DDAH2HTA11_7862_2000001011HumanColorectumAD2.10e-022.34e-01-0.0179
23564DDAH2HTA11_866_3004761011HumanColorectumAD2.20e-257.14e-010.096
23564DDAH2HTA11_9408_2000001011HumanColorectumAD9.90e-034.44e-010.0451
23564DDAH2HTA11_8622_2000001021HumanColorectumSER4.98e-023.67e-010.0528
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006809ColorectumADnitric oxide biosynthetic process30/391876/187231.72e-042.33e-0330
GO:0046209ColorectumADnitric oxide metabolic process31/391881/187232.61e-043.25e-0331
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:2001057ColorectumADreactive nitrogen species metabolic process31/391882/187233.37e-043.94e-0331
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:0045429ColorectumADpositive regulation of nitric oxide biosynthetic process17/391840/187231.66e-031.38e-0217
GO:1904407ColorectumADpositive regulation of nitric oxide metabolic process17/391841/187232.29e-031.79e-0217
GO:0080164ColorectumADregulation of nitric oxide metabolic process23/391864/187233.99e-032.80e-0223
GO:0045428ColorectumADregulation of nitric oxide biosynthetic process22/391862/187235.72e-033.64e-0222
GO:00068091ColorectumSERnitric oxide biosynthetic process27/289776/187231.38e-054.28e-0427
GO:00462091ColorectumSERnitric oxide metabolic process28/289781/187231.73e-055.15e-0428
GO:20010571ColorectumSERreactive nitrogen species metabolic process28/289782/187232.24e-056.43e-0428
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00801641ColorectumSERregulation of nitric oxide metabolic process21/289764/187234.26e-046.26e-0321
GO:00454291ColorectumSERpositive regulation of nitric oxide biosynthetic process15/289740/187235.71e-047.86e-0315
GO:00454281ColorectumSERregulation of nitric oxide biosynthetic process20/289762/187237.41e-049.64e-0320
GO:19044071ColorectumSERpositive regulation of nitric oxide metabolic process15/289741/187237.73e-049.84e-0315
GO:00160541ColorectumSERorganic acid catabolic process53/2897240/187234.04e-033.30e-0253
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
DDAH2SNVMissense_Mutationnovelc.368C>Tp.Thr123Metp.T123MO95865protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DDAH2SNVMissense_Mutationc.713N>Tp.Gly238Valp.G238VO95865protein_codingtolerated(0.08)benign(0.246)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DDAH2SNVMissense_Mutationc.568N>Ap.Asp190Asnp.D190NO95865protein_codingtolerated(0.05)benign(0.113)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DDAH2SNVMissense_Mutationnovelc.809N>Tp.Ala270Valp.A270VO95865protein_codingdeleterious(0.01)possibly_damaging(0.816)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DDAH2SNVMissense_Mutationc.544N>Tp.Arg182Cysp.R182CO95865protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DDAH2SNVMissense_Mutationnovelc.412N>Ap.Val138Ilep.V138IO95865protein_codingdeleterious(0.04)probably_damaging(0.944)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DDAH2SNVMissense_Mutationnovelc.757N>Gp.Ser253Alap.S253AO95865protein_codingtolerated(0.78)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDAH2SNVMissense_Mutationrs150096378c.844N>Tp.Arg282Cysp.R282CO95865protein_codingdeleterious(0)benign(0.136)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
DDAH2SNVMissense_Mutationrs760623483c.808N>Ap.Ala270Thrp.A270TO95865protein_codingdeleterious(0.01)possibly_damaging(0.761)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
DDAH2SNVMissense_Mutationnovelc.566G>Ap.Ser189Asnp.S189NO95865protein_codingdeleterious(0.01)benign(0.339)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1